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Change-Id: Ib35270241398390311d9bf584dc88e50a6bf977d
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martin-gorner committed May 14, 2018
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<td width="50%"><div align="center">
<a href="https://youtu.be/vaL1I2BD_xY">video</a> |
<a href="https://docs.google.com/presentation/d/19u0Tm0JHL5tpzyarLILvy4qLSuDBFNNx2hwSvZsFPI0/pub">slides</a> |
code: soon
code: soon<br/><br/></div>
<p>Convolutional neural network architectures for image processing. Convnet basics, convolution filters and how to stack them.
Learnings from the Inception model: modules and parallel convolutions, 1x1 convolutions, ... A simple modern convnet architecture: Squeezenet.
Convenets for detection: the YOLO (You Look Only Once) architecture. Full-scale model training and serving with Tensorflow's Estimator API on Google Cloud ML Engine.
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<td width="50%"><div align="center">
<a href="https://youtu.be/t1A3NTttvBA">video</a> |
<a href="https://docs.google.com/presentation/d/1qLVvgKxZlM6_oOZ4-ZoOAB0wTh2IdhbFvuBhsMvmK9I/pub">slides</a> |
code: soon
<a href="tensorflow-rl-pong">code</a><br/><br/></div>
<p>
A neural network trained to play the game of Pong for just the pixels of the game.
Uses reinforcement learning and policy gradients. The approach can be generalized to
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